##    LOCAL_DATE               x             y       TOTAL_PRECIPITATION
##  Min.   :1901-09-01   Min.   : NA   Min.   : NA   Min.   : NA        
##  1st Qu.:1901-12-31   1st Qu.: NA   1st Qu.: NA   1st Qu.: NA        
##  Median :1977-11-02   Median : NA   Median : NA   Median : NA        
##  Mean   :1957-03-07   Mean   :NaN   Mean   :NaN   Mean   :NaN        
##  3rd Qu.:2017-05-08   3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA        
##  Max.   :2018-10-25   Max.   : NA   Max.   : NA   Max.   : NA        
##                       NA's   :488   NA's   :488   NA's   :488        
##  STATION_NAME       MAX_TEMPERATURE MIN_TEMPERATURE   TOTAL_RAIN 
##  Length:488         Min.   : NA     Min.   : NA     Min.   : NA  
##  Class :character   1st Qu.: NA     1st Qu.: NA     1st Qu.: NA  
##  Mode  :character   Median : NA     Median : NA     Median : NA  
##                     Mean   :NaN     Mean   :NaN     Mean   :NaN  
##                     3rd Qu.: NA     3rd Qu.: NA     3rd Qu.: NA  
##                     Max.   : NA     Max.   : NA     Max.   : NA  
##                     NA's   :488     NA's   :488     NA's   :488  
##  MIN_REL_HUMIDITY   LOCAL_YEAR   LOCAL_MONTH  MEAN_TEMPERATURE
##  Min.   : NA      Min.   : NA   Min.   : NA   Min.   : NA     
##  1st Qu.: NA      1st Qu.: NA   1st Qu.: NA   1st Qu.: NA     
##  Median : NA      Median : NA   Median : NA   Median : NA     
##  Mean   :NaN      Mean   :NaN   Mean   :NaN   Mean   :NaN     
##  3rd Qu.: NA      3rd Qu.: NA   3rd Qu.: NA   3rd Qu.: NA     
##  Max.   : NA      Max.   : NA   Max.   : NA   Max.   : NA     
##  NA's   :488      NA's   :488   NA's   :488   NA's   :488
## # A tibble: 14 × 2
##    LOCAL_YEAR count
##         <dbl> <int>
##  1       1901   122
##  2       1902   120
##  3       1977    30
##  4       2005    10
##  5       2009     1
##  6       2010     7
##  7       2011     8
##  8       2012    10
##  9       2013     4
## 10       2014    10
## 11       2015    22
## 12       2016     6
## 13       2017    60
## 14       2018    78
## [1] 679
## [1] 343
## [1] 446

basic EDA

##   STATION_NAME
## 1      Kelowna

Plot

EHF plot

##  [1] 2021 1993 2006 1925 1941 1992 1988 2023 1949 1934 1958 1994 1987 1960

ECF plot

##  [1] 1985 1968 1955 2022 1909 1964 1911 1990 2024 2008 1924

shows the year with extreme yield

plot 90th compare different based year

plot certain year temp dist vs baseline 90th

Plot caption

Plot caption

plot 90th (blue) vs all year temp dist (grey). Based line is all year.

Analyze the hw

prepare for the data

## # A tibble: 31 × 7
##    Month   Day Percentile_90 MAX_TEMP_YEAR DayOfYear Condition Cumulative_Count
##    <int> <int>         <dbl>         <dbl>     <dbl> <lgl>                <dbl>
##  1     1     4          5              8.7         4 TRUE                     1
##  2     1     6          5              7.7         6 TRUE                     1
##  3     1    19          6.12           8.2        19 TRUE                     1
##  4     1    27          6.7            8.4        27 TRUE                     1
##  5     3    19         14.2           14.6        78 TRUE                     1
##  6     3    20         14.4           16.1        79 TRUE                     2
##  7     3    21         14.4           17.1        80 TRUE                     3
##  8     3    22         14.7           16.8        81 TRUE                     4
##  9     3    23         15.1           17.1        82 TRUE                     5
## 10     3    28         16.1           16.3        87 TRUE                     1
## # ℹ 21 more rows

plot overall count of hw through years

plot for heat map

seperate view of the heatmap

examine specific year (grep line vs 90 vs specific year)

according bar

Plot EHF vs Percentile_90 for specific year

1958

1971

1998

2021

2022